Remote physical examination system and health assessment method

Through the remote physical examination system, users' health assessment is performed using a health management server and a portable terminal combined with a health measurement device, which solves the problems of remote physical examination convenience and data reliability in the existing technology, and achieves the effect of users to easily obtain health status and test results. .

CN119132583AInactive Publication Date: 2024-12-13SHUNDE HOSPITAL SOUTHERN MEDICAL UNIV (THE FIRST PEOPLES HOSPITAL OF SHUNDE FOSHAN)
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Patent Information

Application Number
CN202310684184.7
Authority / Receiving Office
CN · China
Patent Type
Applications(China)
Current Assignee / Owner
Filing Date
2023-06-11
Publication Date
2024-12-13
Estimated Expiration
Not applicable · inactive patent

AI Technical Summary

Technical Problem

The prior art is difficult to improve the convenience of user health testing and data reliability in remote physical examinations, especially in the case of aging population and shortage of medical resources, it is difficult for users to obtain timely health status and test results in a convenient and convenient manner.

Method used

A remote physical examination system is proposed, including a health management server, a health measurement gateway and a portable terminal. It connects to a portable terminal and a health measurement device through the network, receives user verification information and physical information, conducts data analysis and health examinations, and uses OCR to identify the physical examination result sheet. , combined with machine learning technologies such as linear regression, random forest, and support vector machines, evaluate the user's health status and display the results through a portable terminal.

Benefits of technology

It realizes that users conduct physical data detection and health assessment remotely, improves the convenience of testing and the reliability of data, and allows users to easily understand their own health status and provide reference for subsequent medical operations.

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Abstract

The invention discloses a remote physical examination system and a health assessment method. The remote physical examination system comprises a health management server, a health measurement gateway, a portable terminal and health measurement equipment, the health measurement gateway is connected with the portable terminal through a network, the portable terminal receives user verification information and body information of a user detected by the health measurement equipment and forwards the information to the health measurement gateway, and the health measurement gateway forwards data to the health management server; and the health management server carries out matching based on the user verification information and carries out analysis on the body information to obtain a health examination result so as to carry out evaluation and health examination on the user. Compared with the prior art, the technical scheme of the invention can effectively improve the detection convenience and data reliability of the body health of the user.
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Description

Technical Field

[0001] The present invention relates to the technical field of medical physical examination, and in particular to a remote physical examination system and a health assessment method. Background Art

[0002] Users with underlying diseases can use portable testing devices to test themselves in daily life. For example, users with diabetes or hypertension can use portable devices to test blood sugar levels or blood pressure values ​​at a certain time.

[0003] At the same time, with the aging of the population and the increasing shortage of medical resources, the development of remote physical examinations and tests can not only save users' time in seeking medical treatment, but also transmit the test data to the corresponding service center to detect physical health conditions, manage diseases and monitor emergencies in real time, so as to give appropriate test results in a timely manner. Users can easily know their own physical condition and use it as a certificate for subsequent medical treatment and other operations. Summary of the invention

[0004] The main purpose of the present invention is to propose a remote physical examination system and a health assessment method, aiming to improve the convenience of users' physical health detection and data reliability.

[0005] To achieve the above-mentioned purpose, the present invention proposes a remote physical examination system, which includes a health management server, a health measurement gateway, a portable terminal and a health measurement device; the health measurement gateway is connected to the portable terminal through a network, the portable terminal receives user verification information and the health measurement device detects the user's physical information and forwards it to the health measurement gateway, the health measurement gateway forwards the data to the health management server, the health management server matches based on the user verification information and analyzes the physical information to obtain a health examination result, so as to evaluate and examine the user.

[0006] Preferably, the health measurement gateway includes a receiving unit, a switching unit and a sending unit; the receiving unit receives the user's body message sent by the portable terminal, the health measurement device information, and the analysis result information provided by the health management server; the switching unit is used to adaptively convert the network protocol to the same network when the network protocol for transmitting information from the portable terminal and the health measurement device to the health measurement gateway and the network protocol for transmitting information from the health measurement gateway to the health management server are different; the sending unit sends the health examination results sent from the health management server to the user's portable terminal, or when the user requests additional health examination information, sends additional health examination data sent from the health management server to the user's portable terminal.

[0007] Preferably, after the user makes a new additional test request, the health management server re-tests the user's existing test data and analyzes it in combination with previous data.

[0008] Preferably, the portable terminal includes an input unit, a transmitter, a receiver and an output unit, the input unit receives user verification information of a health check and information of a health measurement device to be used by the user, and can receive a user's request for additional health check information; the transmitter can send the information provided by the input unit to a health measurement gateway, access a health check server based on the information provided by the input unit, user verification information, health measurement device information, and output health check results; the receiver receives health check result information sent from the health measurement gateway, and the output unit outputs the information sent by the receiving unit to the portable terminal.

[0009] Preferably, the portable terminal extracts information about the user's test materials and sends it to the health management server through the health measurement gateway to extract and analyze the information; the user takes out an image of the physical examination result sheet by taking a photo or scanning through the portable terminal, obtains the result sheet text by text recognition, classifies and parses it, and determines the overlap between the text and pre-stored data by matching values; the health management server determines the user's physical health based on one or more health examination items.

[0010] Preferably, the user uses a portable terminal to extract the physical examination form image by taking a photo or scanning, and recognizes the text by using OCR, and classifies and parses the extracted text; the classified and parsed text is matched with the pre-stored text, and if the matching degree exceeds a preset value, the corresponding measurement value or examination result of each examination item is obtained; the health management server uses linear regression, random forest, support vector machine and determines the user's health status based on one or more numerical values.

[0011] Preferably, the health measurement device is an oral photography device, which obtains at least one digital image of the inside of the user's oral cavity by photographing; the health management server identifies at least one tooth segment or oral segment of the oral cavity based on the digital image, and predicts adjacent invisible tooth segments or oral segments based on the identifiable tooth segments or oral segments; selects risk-related tooth features from the identifiable tooth segments according to a risk database established between defined tooth features and oral health risks; and maps risk-related tooth features linked to any invisible tooth segments according to a pre-defined tooth symbol framework and an oral surface recognition framework to corresponding tooth areas or corresponding oral areas, and receives and displays an oral risk map through the user's portable terminal.

[0012] The present invention also proposes a health assessment method using the remote physical examination system, comprising the following steps:

[0013] Step S1: Binding a plurality of health measurement devices to the user's portable terminal;

[0014] Step S2: The portable terminal receives one or more health attribute data of the user from the health measurement device through a computer network;

[0015] Step S3: The user sends a request for health assessment logic to the health management server through the portable terminal, the portable terminal accepts and displays it in a graphical user interface and allows the user to input and authenticate information, the health management server collects and classifies the information, and the policy application logic of the health management server forms corresponding unique data according to a single user;

[0016] Step S4: When the user undergoes a physical examination, the health management server's health assessment logic performs identity authentication with the user's portable terminal and establishes a real-time communication link; the health attribute measurement logic of the health management server collects one or more health attributes of the user in a rolling manner, and the health attribute measurement logic binds the measured health attribute data to the user's health measurement device;

[0017] Step S5: when the health attribute measurement logic collects the body data, it also collects the log data and the image information collected by the user's portable terminal, and compares the two in a coupled manner;

[0018] Step S6: After verification, comparison and classification of data, the actual health status of the user is summarized.

[0019] Preferably, the health attribute measurement logic of step S4 may further include timestamp data for measuring the health attributes of the user, and the internal time of the health management server is synchronized with the internal time of the user's portable terminal.

[0020] Preferably, after verification, comparison and data classification, when summarizing the actual health status of the user, the portable terminal can receive part of the user's comment sentences, perform morpheme analysis on the words and sentences described in the comments and remove stop words, and the data in the comment sentences must be converted into a form suitable for clustering; convert words and / or sentences into vector digitization, perform lexical analysis on the digitized words and sentences, so that each morpheme forms a dimension of a vector;

[0021] Then create a tag pool. The distance measurement and comparable standard between words and sentences in comments are achieved through vector multiplication. It is necessary to define a standard vector containing all morpheme information. The tag pool extracted from all comments can be used as the standard vector.

[0022] Then a label hierarchy is created, wherein the label hierarchy is further created based on the created label pool, and by comparing elements of the label pool with each other, a vector value for a vector value used to generate the label hierarchy can be assigned according to the number of times any label is included in the same label pool;

[0023] Finally, through the process of creating the label vector, all preparations for executing the clustering algorithm are completed. Through the above process, a criterion is prepared to infer the degree of information similarity between each comment, and the label hierarchy is reflected in the label vector using the value calculated based on the hierarchy, which is applied to update the weight of the label vector.

[0024] The technical solution of the present invention has the following advantages over the prior art:

[0025] The technical solution of the present invention remotely detects the user's physical data and verifies, classifies and analyzes the data through a health management server to analyze the user's physical data and evaluate the user's actual physical condition, thereby facilitating the user to understand the physical condition and serving as basic data and reference for other practical applications. BRIEF DESCRIPTION OF THE DRAWINGS

[0026] In order to more clearly illustrate the embodiments of the present invention or the technical solutions in the prior art, the drawings required for use in the embodiments or the description of the prior art will be briefly introduced below. Obviously, the drawings described below are only some embodiments of the present invention. For ordinary technicians in this field, other drawings can be obtained based on the structures shown in these drawings without paying creative work.

[0027] Figure 1 It is a structural schematic diagram of the remote physical examination system of the present invention;

[0028] Figure 2 It is a structural schematic diagram of the health measurement gateway of the present invention;

[0029] Figure 3 It is a schematic diagram of the structure of the portable terminal of the present invention.

[0030] The realization of the purpose, functional features and advantages of the present invention will be further explained in conjunction with embodiments and with reference to the accompanying drawings. DETAILED DESCRIPTION

[0031] The following will be combined with the drawings in the embodiments of the present invention to clearly and completely describe the technical solutions in the embodiments of the present invention. Obviously, the described embodiments are only part of the embodiments of the present invention, not all of the embodiments. Based on the embodiments of the present invention, all other embodiments obtained by ordinary technicians in this field without creative work are within the scope of protection of the present invention.

[0032] The invention provides a remote physical examination system.

[0033] See also Figures 1 to 3 In an embodiment of the present invention, the remote physical examination system includes a health management server, a health measurement gateway, a portable terminal and a health measurement device. The health measurement gateway is connected to the portable terminal through a network. The portable terminal receives user verification information and the health measurement device detects the user's physical information and forwards it to the health measurement gateway. The health measurement gateway forwards the data to the health management server. The health management server matches based on the user verification information and analyzes the physical information to obtain a health examination result to evaluate and examine the user.

[0034] The health measurement equipment of the present invention includes a heart rate meter, a weight scale, a sphygmomanometer, a blood glucose meter, an oximeter and other equipment. These health measurement equipment can be used for users to perform self-management and can be used to provide basic data of sensor signals or digital logic. In addition, through these health measurement equipment, the user's physical health attributes can be reported to the health management server through a network connection, or in the subsequent maintenance process, the update information of the health measurement equipment can also be sent to the health management server for information update. The health measurement equipment measures the user's physical information and sends the measurement result value to the health measurement gateway through a portable terminal. The health measurement gateway forwards the body message to the health management server. The health management server analyzes the received user's physical information and displays the analysis result value on a display screen connected to the health measurement gateway, and sends the analysis result to the information receiving end of the user's portable terminal. Therefore, users with limited mobility can also log in to the health measurement gateway through a network login method, or conveniently view the result value after health measurement through the display unit of the portable terminal. Preferably, the portable terminal of the embodiment of the present invention can be a general network device such as a smart phone and a laptop computer.

[0035] See also Figure 2The health measurement gateway of this embodiment includes a receiving unit, a switching unit and a sending unit, wherein the receiving unit can receive the user's physical information and health measurement device information sent from the portable terminal, and can also receive the analysis result information provided by the health management server. In addition, when the user requests additional health check information from the portable terminal, the receiving unit can receive the request and receive the additional health check information provided by the health management server. At the same time, the health management server re-detects and analyzes the previous data based on the user's existing detection data. The switching unit is used when the network protocol for transmitting information from the portable terminal and the health measurement device to the health measurement gateway is different from the network protocol for transmitting information from the health measurement gateway to the health management server, and each network protocol can be converted adaptively. The sending unit sends the health check result sent from the health management server to the user's portable terminal, or when the user requests additional health check information, sends the additional health check data sent from the health management server to the user's portable terminal. In addition, the sending unit can also send the user information, health measurement device information and additional health check information sent by the receiving unit to the health management server.

[0036] The portable terminal of the present invention includes an input unit, a transmitter, a receiver, and an output unit, wherein the input unit can receive user verification information of a health check and information of a health measurement device to be used by the user, and can receive a request for the user to request additional health check information. The transmitter can send the information provided by the input unit to the health measurement gateway, that is, the transmitter sends the user's information to the health measurement gateway to access the health check server based on the information provided from the input unit, the user verification information and the health measurement device information and output the health check result. The receiver can receive the health check result information sent from the health measurement gateway. The output unit can output the information sent from the receiving unit to the portable terminal for display.

[0037] In addition, the user's health measurement device may be provided with registration information identifiers such as identification numbers, bar codes, and QR codes for the portable terminal to scan and establish a connection relationship. Alternatively, a wireless network connection device may be provided inside the health measurement device, and connected to the wireless local area network in the application scenario through the wireless network connection device, so that the portable terminal can easily connect and establish a communication channel when it is close to the health measurement device.

[0038] Preferably, the connection mode between the health measurement device and the portable terminal of this embodiment is determined based on the distance. If the health measurement device and the portable terminal are within the effective detection distance, they can be connected by wireless connection to ensure the reliability of the connection between the two, or to avoid interference caused by other portable terminal connections after the portable terminal is connected to the target health measurement device. If the distance between the two exceeds the effective detection distance, it can be determined that the two are disconnected. Preferably, the portable terminal establishes a network communication connection with the health measurement gateway through one or more communication methods, and uploads the user's physical information and health measurement device information to the health measurement gateway.

[0039] Preferably, the health management server of the present invention can analyze the health information received from the user, and summarize the physical information into the personal information file of the corresponding user to manage personal health records. After the health management server analyzes the user's health information and sends it to the portable terminal through the health measurement gateway, the user's health measurement progress can be displayed through the display component of the user's portable terminal and provided for the user to review. If the user makes a request for additional health information through the portable terminal, the health measurement gateway sends a request for additional health information to the health management server. The health management server checks the user's user verification information. If the user verification information is correct, the additional health information requested by the user is sent through the display unit of the user's portable terminal.

[0040] In an embodiment of the present invention, the portable terminal can extract relevant information about other paper test materials of the user, and send it to the health management server through the health measurement gateway, extract relevant information and perform corresponding analysis. Specifically, the user can extract the image of the physical examination result sheet by taking a photo or scanning through the portable terminal, wherein the text of the health examination result sheet can be obtained by adopting the OCR text recognition method, and then the extracted text is classified and parsed by the portable terminal, and the classified and parsed text is matched with the pre-stored text. If the matching degree exceeds the set threshold, the text can be determined to be recognizable to identify one or more specific health examination items, and the measurement value or examination result of each examination item can be obtained. The above-mentioned test results are sent to the health management server for information processing through the portable terminal, and each measurement value can be analyzed to determine whether it is within the normal range, low or high, how low or how high, and whether there is an abnormal value. In addition, the health management server can determine whether the user has a certain health condition or a specific disease based on one or more numerical values. For example, the health management server can provide the probability of a user developing a specific disease within a predetermined time and the related medical expenses within a predetermined time based on the user's gender, age, weekly drinking frequency, average drinking amount, smoking time, and daily smoking information. Or, for example, predict and provide the probability of a user suffering from heart disease within 3 years. Specifically, the health management server can use machine learning technology, including but not limited to linear regression, random forest, support vector machine, etc., and can also include multi-layer perception to analyze the user's data.

[0041] Preferably, the health measurement equipment of other embodiments of the present invention is an oral photography device, which obtains at least one digital image of the inside of the user's oral cavity by photographing; the health management server identifies at least one tooth segment or oral segment of the oral cavity based on the digital image, and predicts adjacent invisible tooth segments or oral segments based on the identifiable tooth segments or oral segments; selects risk-related tooth features from the identifiable tooth segments according to a risk database established between defined tooth features and oral health risks; and maps risk-related tooth features linked to any invisible tooth segments according to a pre-defined tooth symbol framework and an oral surface recognition framework to corresponding tooth areas or corresponding oral areas, and receives and displays an oral risk map through the user's portable terminal.

[0042] The digital image in the embodiment of the present invention is at least one picture in a high-resolution color photo taken inside or outside the oral cavity using a camera. More preferably, the digital image is a picture in RGB or RGBA format.

[0043] In addition, in an embodiment of the present invention, generating an oral risk map includes mapping risk-related dental features or dental risk assessments to at least one of the regions using a matrix scheme. The risk-related dental features or dental risk assessments may be mapped to the regions based on a 2D or 3D oral model, and the oral model is generated using a standard dental model.

[0044] See also Figures 1 to 3 The present invention also discloses a health assessment method using a remote physical examination system, which specifically includes the following steps:

[0045] Step S1: Binding a plurality of health measurement devices to the user's portable terminal;

[0046] Step S2: The portable terminal receives one or more health attribute data of the user from the health measurement device through a computer network;

[0047] Step S3: The user sends a request for health assessment logic to the health management server through the portable terminal, the portable terminal accepts and displays it in a graphical user interface and allows the user to input and authenticate information, the health management server collects and classifies the information, and the policy application logic of the health management server forms corresponding unique data according to a single user;

[0048] Step S4: When the user undergoes a physical examination, the health assessment logic of the health management server performs identity authentication with the portable terminal held by the user and establishes a real-time communication link; the health attribute measurement logic of the health management server collects one or more health attributes of the user in a rolling manner, and the health attribute measurement logic binds the measured health attribute data to the user's health measurement device;

[0049] Step S5: when the health attribute measurement logic collects the body data, it also collects the log data and the image information collected by the user's portable terminal, and compares the two in a coupled manner;

[0050] Step S6: After verification, comparison and classification of data, the actual health status of the user is summarized.

[0051] In the present invention, the health management server allows users to use one or more health measurement devices to perform physical examinations on themselves. The health management server binds the health measurement devices so that the analyzed test results can be fed back to the users. The health measurement devices send the body detection parameters to the health management server through wireless networks and other means, and the health management server can evaluate the health status of the user after analyzing the above data and provide a reference plan.

[0052] In an embodiment of the present invention, one or more health measurement devices of a user can log in to a health management server through a portable terminal by remote login such as a web page to register information. After the user detects physical information through the health measurement device, the user's physical information is sent to the health management server through the health measurement gateway. The health management server analyzes the physical information and makes a preliminary assessment of the user's physical health. Subsequently, the health management server cooperates with the portable terminal and the health measurement device to continuously connect and communicate, and performs dynamic maintenance of the user's physical information.

[0053] Specifically, when a user sends a request for health assessment logic to a health management server through a portable terminal, the user may log in to the health management server using a general web browser or the like, and make a corresponding request to the health management server.

[0054] After receiving the request, the health management server returns the health assessment logic in response to the request to the portable terminal. The health assessment logic is not limited to a certain user, for example, it is applicable to users with a relatively obese or thin body.

[0055] After the portable terminal receives the corresponding health assessment logic, the corresponding user operation interface can be displayed on the portable terminal, and the user can enter personal or authentication information on the user operation interface, where personal information may include personal identification information, demographic data, and physical health data. The authentication information may include a user name / password combination, a photo or data of an identity document, a user photo taken when the user enters data, or health attribute data. Alternatively, a digital fingerprint or other method is used as the user's unique information identifier.

[0056] The above user personal information, identity authentication data, and digital fingerprint data are collected through health assessment logic and sent to the health management server for collection and classification.

[0057] The policy application logic of the health management server forms a unique information record based on each user's data, and the information record may include the user's identity, authentication data, demographic data, health attribute data, portable terminal, health measurement equipment, etc. The user's identity, authentication data, and demographic data respectively represent the personal identification information, authentication information, and demographic information entered by the user in the above operation steps; the health attribute data directly uses the measurement data of the health management server. Since the user has not yet undergone the corresponding physical examination test at this stage, the health attribute data is blank; the health measurement equipment directly uses the health measurement equipment information used by the user.

[0058] When a physical examination of the user is required, the health management server uses the health assessment logic to authenticate the identity of the portable terminal held by the user and establish a real-time communication link. The portable terminal needs to check the connection status with the health measurement device. If it is in a connected state, it can be maintained directly; if it is in a disconnected state, it is necessary to re-communicate and prompt the portable terminal to re-establish the connection relationship with the health measurement device.

[0059] When the health assessment logic establishes a connection relationship with the portable terminal, and the portable terminal establishes a connection relationship with the health measurement device, the health attribute measurement logic collects one or more health attributes of the user in a rolling manner. For example, when the user is under the detection action of the wristband heart rate monitor, the health attribute measurement logic measures and records the user's heart rate. At the same time, the health assessment logic can also prompt the user to use a designated health measurement device, such as reminding the user to step on a body fat scale, or use a wristband blood pressure monitor, blood glucose meter, etc. through a portable terminal.

[0060] The health attribute measurement logic of this embodiment may also include timestamp data for measuring the health attributes of the user, wherein the internal time of the health management server may be synchronized with the internal time of the user's portable terminal.

[0061] In an embodiment of the present invention, the health attribute measurement logic binds the measured health attribute data to the user's health measurement device, wherein the binding method can be in various forms. The measured user health attributes and the allowed health measurement devices are simultaneously represented by a data structure, and the data structure is encrypted and signed by the health attribute measurement logic, so that the data can be tamper-proof. Alternatively, a strategy that can be adopted is that the private key owned by the user keeps the measured health attribute data confidential, and only the user decrypts the measured health data by using the corresponding public key and public key infrastructure. The measured and encrypted health attribute data can be effectively prevented from fraud or use by non-users through the binding step.

[0062] In order to avoid and prevent data fraud by users, users of the technical solution of the present invention collect log data while using health measurement equipment to collect body data. The log data may come from photos or videos taken by the camera of the user's portable terminal, or may represent system log data caused by the interaction between the user and the health measurement device, such as a timestamp. Thus, the photos, videos and other data generated by the body detection process can be compared with the user's photo recognition to determine the authenticity of the user's health attribute data, or can be compared manually or using a logical judgment method of facial recognition, or by comparing the timestamp in the user's health attribute data with the timestamp of the log data to determine the authenticity of the data. Of course, authentication can also be achieved by setting a fingerprint device or other verification device on the health measurement device.

[0063] The identity authentication logic of the health management server compares the timestamp information collected by the health attribute measurement logic with the timestamp of the log data of the user's collected data. If there is a large error in time between the two timestamps, the timestamp and corresponding data collected by the health attribute measurement logic can be marked, and the quality can be re-examined manually. Therefore, the corresponding workload can be reduced by automated detection and verification in the initial stage; and manual verification of data with obvious problems can improve the efficiency of inspection work. In addition, the identity authentication logic can also include facial recognition, by comparing and verifying the facial features in the photos or videos collected by the medical measurement device or portable terminal with the facial features in the photos of the identity authentication data initially provided by the user.

[0064] Finally, after verification through timestamp, facial feature comparison, and analysis and classification of the measured health attribute data through health assessment logic, the user's actual health status is summarized.

[0065] In the embodiment of the present invention, after verification, comparison and data classification, when summarizing the actual health status of the user, the portable terminal can receive part of the user's comment sentences. First, the words and sentences described in the comments need to be analyzed and stop words need to be removed. In order to analyze the words or sentences written in the comments, the data in the comment sentences must be converted into a form suitable for clustering. Among them, the words and / or sentences can be converted into digital vectors, and the digital words and sentences are subjected to lexical analysis so that each morpheme forms a dimension of a vector.

[0066] Then a tag pool is created. The distance measurement and comparable standard between words and sentences in the comments are achieved through vector multiplication, where a standard vector containing all morpheme information needs to be defined. The tag pool extracted from all comments can be used as the standard vector.

[0067] Then, a label hierarchy is created, wherein the label hierarchy is further created based on the label pool created above, and by comparing the elements of the label pool with each other, a vector value can be assigned to the vector value used to generate the label hierarchy according to the number of times any label is included in the same label pool. For example, a phrase entered by the same user in a comment, or a phrase entered by different users in different comments, is given a vector value according to the degree to which any two labels are entered simultaneously, and each label vector obtained by the above calculation process is converted into a unit vector, and vectors with high similarity are classified into several label groups through cluster analysis, and then the label hierarchy of the entire label set can be created by repeatedly applying the above clustering operation to each group.

[0068] Finally, through the process of creating the label vector, all preparations for executing the clustering algorithm are completed. Through the above process, a criterion is prepared to infer the degree of information similarity between each comment. In addition, the value calculated based on the hierarchy can be used to reflect the label hierarchy into the label vector, so it can be applied to update the weight of the label vector.

[0069] Through the above clustering processing, the comments are grouped to derive new labels. At this time, when the first clustering K value is determined by applying clustering, the number of clustering result groups has a significant impact on the clustering performance. In large cases, the K value is defined as a static quantity, so that the clustering results are obtained based on the quantity. Considering the characteristics that different menus have labels in different directions, it is difficult to set a constant K value.

[0070] Therefore, in an embodiment of the present invention, different K values ​​can be set according to different labels based on the words or sentences contained in the comments. Clusters are generated repeatedly until the best cluster is created. That is to say, once a cluster is created, the center values ​​of all cluster groups are recalculated, and all label pools are clustered in turn for vector multiplication. The label pool is then assigned to the group with the largest vector product of the execution results, and the vector product and assignment process is performed until the last label pool. When a new clustering result is calculated, the process of obtaining the center value is repeated to achieve the optimal clustering state. At this point, the newly formed result is compared with the previous clustering result, and the end point is reached if there is no change.

[0071] The health management server of the present invention may also be provided with an insurance pricing logic, which determines the insurance price bid by the user based on the measured health attribute data and actuarial data analyzed and analyzed by the health assessment logic. Since the specific insurance price algorithm is a prior art, it will not be described in detail here. After the final insurance price is obtained, the corresponding insurance quotation is sent to the user's portable terminal for display through the health management server.

[0072] After passing the above-mentioned physical health test, it does not mean that the user's identity health status has been detected. The health management server needs to establish contact with the user's portable terminal and health measurement equipment in the later stage, and regularly perform health maintenance and re-evaluation on the user. The health management server adaptively formulates different health plans according to the physical health conditions of different users, such as weight loss plans, smoking cessation plans, etc., and can continuously monitor the user's regularly updated physical condition information by setting up health monitoring logic in the health management server. The user's physical health status is monitored through health monitoring logic. If the user's physical health status improves, such as losing a certain amount of weight, quitting smoking successfully, etc., the user's designated corresponding insurance premium can be reduced by a portion of the fee. In this way, a certain correlation is established between the user's premium and physical condition, and external incentives are used to encourage the user to improve his body in a positive direction.

[0073] The above description is only a preferred embodiment of the present invention, and does not limit the patent scope of the present invention. All equivalent structural changes made by using the contents of the present invention specification and drawings under the concept of the present invention, or directly / indirectly applied in other related technical fields are included in the patent protection scope of the present invention.

Claims

1. A remote physical examination system, It is characterized in that The remote physical examination system includes a health management server, a health measurement gateway, a portable terminal and a health measurement device; the health measurement gateway is connected to the portable terminal through a network, the portable terminal receives user verification information and the health measurement device detects the user's physical information and forwards it to the health measurement gateway, the health measurement gateway forwards the data to the health management server, the health management server matches based on the user verification information and analyzes the physical information to obtain a health examination result, so as to evaluate and examine the user.

2. The remote physical examination system according to claim 1, It is characterized in that The health measurement gateway includes a receiving unit, a switching unit and a sending unit; the receiving unit receives the user's body message sent by the portable terminal, the health measurement device information, and receives the analysis result information provided by the health management server; a switching unit, configured to adaptively convert the network protocol to the same network when the network protocol for transmitting information from the portable terminal and the health measurement device to the health measurement gateway and the network protocol for transmitting information from the health measurement gateway to the health management server are different; The transmitting unit transmits the health check result transmitted from the health management server to the portable terminal of the user, or transmits additional health check data transmitted from the health management server to the portable terminal of the user when the user requests additional health check information.

3. The remote physical examination system according to claim 2, It is characterized in that After the user makes a new additional test request, the health management server re-tests the user's existing test data and analyzes it in combination with previous data.

4. The remote physical examination system according to claim 3, It is characterized in that The portable terminal includes an input unit, a transmitter, a receiver, and an output unit, the input unit receiving user authentication information for a health check and information of a health measurement device to be used by a user, and receiving a user's request for additional health check information; The transmitter may send the information provided by the input unit to the health measurement gateway, access the health check server based on the information provided by the input unit, the user verification information, the health measurement device information, and output the health check result; The receiver receives the health check result information transmitted from the health measurement gateway, and the output unit outputs the information transmitted from the receiving unit to the portable terminal.

5. The remote physical examination system according to claim 4, It is characterized in that The portable terminal extracts information about the user's test materials and sends it to the health management server through the health measurement gateway to extract and analyze the information; the user takes a photo or scans the physical examination result sheet image through the portable terminal, obtains the result sheet text by text recognition, classifies and analyzes it, and determines the overlap between the text and the pre-stored data by matching value; The health management server determines the user's physical health based on one or more health examination items.

6. The remote physical examination system according to claim 5, It is characterized in that The user uses a portable terminal to extract the physical examination form image by taking a photo or scanning, and recognizes the text by using OCR, and classifies and parses the extracted text; the classified and parsed text is matched with the pre-stored text. If the matching degree exceeds the preset value, the measurement value or examination result of each examination item is obtained accordingly; the health management server uses linear regression, random forest, support vector machine and determines the user's health status based on one or more numerical values.

7. The remote physical examination system according to claim 1, It is characterized in that The health measurement device is an oral photography device, which obtains at least one digital image of the inside of the user's oral cavity by photography; the health management server identifies at least one tooth segment or oral cavity segment of the oral cavity based on the digital image, and predicts adjacent invisible tooth segments or oral cavity segments based on the identifiable tooth segments or oral cavity segments; and selects risk-related tooth features from the identifiable tooth segments according to a risk database established between defined tooth features and oral health risks; and mapping the risk-related tooth features linked to any invisible tooth segments according to a predefined tooth symbol framework and oral surface recognition framework to corresponding tooth regions or corresponding oral regions, and receiving and displaying an oral risk map through the user's said portable terminal.

8. A health assessment method using the remote physical examination system according to any one of claims 1 to 7, It is characterized in that The following steps are involved: Step S1: Binding a plurality of health measurement devices to the user's portable terminal; Step S2: The portable terminal receives one or more health attribute data of the user from the health measurement device through a computer network; Step S3: The user sends a request for health assessment logic to the health management server through the portable terminal, the portable terminal accepts and displays it in a graphical user interface and allows the user to input and authenticate information, the health management server collects and classifies the information, and the policy application logic of the health management server forms corresponding unique data according to a single user; Step S4: When the user undergoes a physical examination, the health management server uses the health assessment logic to authenticate the user's portable terminal and establish a real-time communication link; The health attribute measurement logic of the health management server collects one or more health attributes of the user in a rolling manner, and the health attribute measurement logic binds the measured health attribute data to the health measurement device of the user; Step S5: when the health attribute measurement logic collects the body data, it also collects the log data and the image information collected by the user's portable terminal, and compares the two in a coupled manner; Step S6: After verification, comparison and classification of data, the actual health status of the user is summarized.

9. The health assessment method according to claim 8, It is characterized in that The health attribute measurement logic of step S4 may also include timestamp data for measuring the health attributes of the user, and the internal time of the health management server is synchronized with the internal time of the user's portable terminal.

10. The health assessment method according to claim 8, It is characterized in that In step S6, after verification, comparison and data classification, when summarizing the actual health status of the user, the portable terminal can receive part of the user's comment sentences, perform morpheme analysis on the words and sentences described in the comments and remove stop words, and the data in the comment sentences must be converted into a form suitable for clustering; convert words and / or sentences into vector digitization, perform lexical analysis on the digitized words and sentences, so that each morpheme forms a dimension of a vector; Then create a tag pool. The distance measurement and comparable standard between words and sentences in comments are achieved through vector multiplication. It is necessary to define a standard vector containing all morpheme information. The tag pool extracted from all comments can be used as the standard vector. Then a label hierarchy is created, wherein the label hierarchy is further created based on the created label pool, and by comparing elements of the label pool with each other, a vector value for a vector value used to generate the label hierarchy can be assigned according to the number of times any label is included in the same label pool; Finally, through the process of creating the label vector, all preparations for executing the clustering algorithm are completed. Through the above process, a criterion is prepared to infer the degree of information similarity between each comment, and the label hierarchy is reflected in the label vector using the value calculated based on the hierarchy, which is applied to update the weight of the label vector.